Record
Map the current steps, systems, handoffs and decisions with the people who do the work.
ARIFTLY FORGE / PRODUCT DIRECTION
Record.
Redesign.
Operate.
Turn the workflow you have into the AI-operated workflow you should have.
Ariftly Forge is the experience we are developing to capture complex work, redesign it around trusted tools and guide controlled execution. Run evidence informs the next reviewed improvement.
Powered by Ariftly Engine. Designed for private execution with Ariftly Runtime.
The people who know the work stay in the loop.
AI-NATIVE MODERNIZATION / EXAMPLE
Oracle SQL Snowflake
Source inventoryMapped
Candidate planReview
Validation checksDefined
Owner decisionRequired
INPUT ACTION CHECK DECISIONExample interface · no live workflow
60-SECOND GUIDED PRODUCT VIEW
One minute from workflow
to reviewable evidence.
Follow an illustrative modernization workflow through understanding, redesign and controlled operation. Pause it or select any chapter.
60-SECOND GUIDED VIEW
CURRENT WORKFLOW / OBSERVE
Map the work before changing it.
Start with source artifacts, the people who own each decision and the checks that already matter.
- 01Inventory source SQLObjects, dependencies and dialect-specific constructs
- 02Capture decision pointsReviews, exceptions and acceptance criteria
- 03Agree the boundaryA scoped workflow with a named owner
01 Input 02 Action 03 Check 04 Decision 05 Improve
Illustrative 60-second walkthrough. States shown here are examples, not a product run, customer outcome or measured autonomy rate.
HOW THE EXPERIENCE IS DESIGNED
Record the work.
Change how it runs.
Redesign
Identify repeatable work, trusted tools, validation checks and the cases that still need human judgment.
Operate
Implement the agreed workflow, review exceptions and use execution evidence to guide the next approved improvement.
FIRST COMMERCIAL FOCUS
Start with
modernization.
Migration utilities and vendor tools already exist. The costly work sits around them: coordinating steps, resolving exceptions, reviewing transformed code and proving that the result behaves as intended.
Ariftly Forge is being designed to help turn that manual engineering process into a reviewable workflow. The local SQL modernization V1 provides a starting point for Oracle-to-Snowflake assessment and candidate transformation.
Explore SQL modernizationLocal SQL V1
Oracle → Snowflake
Assessment, conversion candidates and source-to-target checks.
Near-term directionOracle / Teradata → Databricks
A near-term direction for coordinating conversion, review and validation.
Near-term directionLegacy ETL modernization
A near-term direction for mapping jobs, dependencies and exceptions.
OPERATING WITH CONTROL
Reliability first.
Autonomy earned over time.
The goal is a workflow that can be operated safely and measured clearly. Record what ran, what passed validation and what needed a person. Review that evidence before increasing automation.
Validate outcomes
Use deterministic checks and representative comparisons where correctness matters.
Handle exceptions
Route uncertain or consequential cases to the people accountable for them.
Improve from evidence
Use run history, measured outcomes and human corrections to propose the next controlled change.
CONTROLLED IMPROVEMENT
How Ariftly
gets better.
Ariftly learns from outcomes, exceptions, validation results and human corrections. Improvements are evaluated and reviewed before being introduced into production workflows.
- 01 Observe execution evidence
- 02 Evaluate a proposed change
- 03 Review before production use
THE PRODUCT FAMILY
One experience.
A private foundation.
Ariftly Forge is the workflow transformation experience. Ariftly Engine supplies the developing intelligence layer. Ariftly Runtime is the private execution direction. AI-Native Modernization is the first domain harness; Oracle SQL to Snowflake is its concrete local V1 workflow. Other workflow families are expansion directions.
Explore solutionsSTART WITH YOUR WORKFLOW
Show us the steps
that still need too many hands.
Bring a representative workflow and the outcome you need. We’ll discuss what can be scoped, what needs validation and where people should stay in control.
Transform a Workflow